The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-02-16"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "109507408 (up from 109156886 yesterday: 0.32 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2418797 (up from 2407873 yesterday: 0.45 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 9230858

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.21



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 27756624 62398 0.23 2311041 488081 1756 0.36 1.76
India 10937320 11610 0.11 247793 155913 100 0.06 1.43
Brazil 9921981 55271 0.56 988625 240940 1167 0.49 2.43
United Kingdom 4070332 10636 0.26 370064 118421 799 0.68 2.91
Russia 4053535 13030 0.32 337307 79659 449 0.57 1.97
France 3548452 19596 0.56 409954 82961 587 0.71 2.34
Spain 3096343 10057 0.33 466526 65979 530 0.81 2.13
Italy 2739591 10368 0.38 253635 94171 336 0.36 3.44
Turkey 2602034 7906 0.30 159684 27652 90 0.33 1.06
Germany 2352766 5890 0.25 188723 65829 541 0.83 2.80
Colombia 2202598 4049 0.18 161246 57949 163 0.28 2.63
Argentina 2033060 4003 0.20 147850 50432 105 0.21 2.48
Mexico 2004575 8683 0.44 215670 175986 1329 0.76 8.78
Poland 1596673 5176 0.33 113951 41028 196 0.48 2.57
Iran 1534034 8011 0.52 148328 59117 89 0.15 3.85
South Africa 1494119 1210 0.08 70541 48313 219 0.46 3.23
Ukraine 1322406 3346 0.25 84596 25862 160 0.62 1.96
Peru 1238501 0 0.00 131262 43880 0 0.00 3.54
Indonesia 1233959 10029 0.82 221609 33596 229 0.69 2.72
Czechia 1099654 8794 0.81 152708 18430 180 0.99 1.68
Netherlands 1049120 2739 0.26 78964 15050 87 0.58 1.43
Canada 836594 4219 0.51 74895 21395 97 0.46 2.56
Portugal 788561 1502 0.19 134683 15522 111 0.72 1.97
Chile 782039 2498 0.32 75539 19644 20 0.10 2.51
Romania 765970 2676 0.35 50532 19526 81 0.42 2.55
Belgium 741205 1717 0.23 44563 21750 48 0.22 2.93
Israel 734575 4282 0.59 117407 5441 27 0.50 0.74
Iraq 649982 3332 0.52 34602 13192 7 0.05 2.03
Sweden 617869 9458 1.55 61580 12487 59 0.47 2.02
Pakistan 565989 1912 0.34 28512 12436 103 0.84 2.20
Philippines 552246 1386 0.25 36080 11524 7 0.06 2.09
Switzerland 544282 1075 0.20 28799 9817 41 0.42 1.80
Bangladesh 541434 396 0.07 8518 8298 13 0.16 1.53
Morocco 479071 476 0.10 11578 8504 13 0.15 1.78
Austria 436139 1427 0.33 28999 8260 39 0.47 1.89
Serbia 424020 1810 0.43 36814 4261 16 0.38 1.00
Japan 418435 1308 0.31 45890 7139 101 1.44 1.71
Hungary 389622 823 0.21 28745 13837 85 0.62 3.55
Saudi Arabia 373368 322 0.09 6561 6441 3 0.05 1.73
United Arab Emirates 355131 3236 0.92 69984 1041 14 1.36 0.29
Jordan 352219 2657 0.76 29978 4491 18 0.40 1.28
Lebanon 343601 2733 0.80 57847 4092 55 1.36 1.19
Panama 333251 572 0.17 19417 5655 13 0.23 1.70
Slovakia 279696 1442 0.52 41079 6063 111 1.86 2.17
Nepal 272945 105 0.04 2853 2055 0 0.00 0.75
Belarus 270921 1134 0.42 31439 1867 9 0.48 0.69
Malaysia 269165 2720 1.02 78731 983 8 0.82 0.37
Ecuador 268073 372 0.14 25927 15392 37 0.24 5.74
Georgia 266462 740 0.28 11640 3377 14 0.42 1.27
Kazakhstan 252821 862 0.34 24129 3144 2 0.06 1.24
Croatia 237999 274 0.12 8497 5357 18 0.34 2.25
Bolivia 237706 562 0.24 32498 11274 40 0.36 4.74
Azerbaijan 232337 140 0.06 2979 3185 2 0.06 1.37
Bulgaria 232096 1349 0.58 15680 9703 32 0.33 4.18
Dominican Republic 231095 532 0.23 24790 2975 16 0.54 1.29
Tunisia 224329 780 0.35 23667 7617 42 0.55 3.40
Ireland 211113 711 0.34 21262 3980 32 0.81 1.89
Denmark 205871 385 0.19 9239 2309 7 0.30 1.12
Costa Rica 200454 430 0.21 9109 2737 7 0.26 1.37
Lithuania 191264 327 0.17 13330 3095 15 0.49 1.62
Slovenia 180520 740 0.41 20708 3733 5 0.13 2.07
Kuwait 179488 964 0.54 17206 1014 5 0.50 0.56
Egypt 175059 633 0.36 11930 10101 51 0.51 5.77
Greece 173905 1081 0.63 20679 6181 29 0.47 3.55
Moldova 171514 965 0.57 14542 3678 17 0.46 2.14
West Bank and Gaza 169487 1043 0.62 13094 1942 6 0.31 1.15
Armenia 169391 136 0.08 3159 3150 3 0.10 1.86
Guatemala 168103 720 0.43 12644 6158 8 0.13 3.66
Honduras 161727 744 0.46 18847 3913 20 0.51 2.42
Qatar 158138 6 0.00 8543 256 1 0.39 0.16
Ethiopia 148490 665 0.45 13921 2223 14 0.63 1.50
Nigeria 148296 1368 0.93 23997 1777 16 0.91 1.20
Paraguay 146216 1121 0.77 16822 2971 18 0.61 2.03
Burma 141659 22 0.02 3291 3192 2 0.06 2.25
Oman 137929 337 0.24 4522 1544 1 0.06 1.12
Venezuela 133927 350 0.26 9402 1292 7 0.54 0.96
Libya 128036 331 0.26 12737 2051 9 0.44 1.60
Bosnia and Herzegovina 126413 274 0.22 5881 4935 19 0.39 3.90
Bahrain 114361 771 0.68 13672 410 4 0.99 0.36
Algeria 111069 175 0.16 4972 2945 2 0.07 2.65
Kenya 103188 174 0.17 2995 1797 2 0.11 1.74
China 100639 15 0.01 1098 4831 2 0.04 4.80

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3499871 8479 0.24 264826 47510 391 0.83 1.36 88576.92 1202.41 1 in 11
Texas 2570958 2914 0.11 280337 41386 50 0.12 1.61 88666.32 1427.31 1 in 11
Florida 1837285 6297 0.34 169522 29154 220 0.76 1.59 85543.70 1357.41 1 in 12
New York 1553117 6709 0.43 194410 46141 141 0.31 2.97 79837.16 2371.85 1 in 13
Illinois 1164922 1348 0.12 56492 22199 33 0.15 1.91 91930.12 1751.84 1 in 11
Georgia 969702 2895 0.30 90481 16174 246 1.54 1.67 91331.20 1523.35 1 in 11
Ohio 943291 2026 0.22 70373 16453 59 0.36 1.74 80698.34 1407.55 1 in 12
Pennsylvania 901876 3222 0.36 85115 23100 14 0.06 2.56 70448.12 1804.41 1 in 14
North Carolina 826340 1988 0.24 98917 10562 61 0.58 1.28 78788.46 1007.05 1 in 13
Arizona 799740 1132 0.14 67097 14981 3 0.02 1.87 105023.14 1967.33 1 in 10
Tennessee 759523 962 0.13 47117 10954 17 0.16 1.44 111152.30 1603.06 1 in 9
New Jersey 751065 3633 0.49 79284 22497 31 0.14 3.00 84558.54 2532.82 1 in 12
Indiana 650530 878 0.14 35584 12231 40 0.33 1.88 96629.36 1816.79 1 in 10
Michigan 631532 1124 0.18 29364 16149 19 0.12 2.56 63236.31 1617.03 1 in 16
Wisconsin 608418 779 0.13 24377 6788 39 0.58 1.12 104495.47 1165.84 1 in 10
Massachusetts 560576 1226 0.22 54393 15567 50 0.32 2.78 80664.19 2240.02 1 in 12
Virginia 553308 1770 0.32 69982 7037 21 0.30 1.27 64824.18 824.44 1 in 15
South Carolina 490453 1435 0.29 66786 8055 21 0.26 1.64 95257.38 1564.47 1 in 10
Missouri 488301 526 0.11 22317 7782 7 0.09 1.59 79561.18 1267.96 1 in 13
Alabama 482488 883 0.18 36579 9257 13 0.14 1.92 98402.98 1887.96 1 in 10
Minnesota 474621 452 0.10 18131 6448 2 0.03 1.36 84158.15 1143.34 1 in 12
Louisiana 420394 0 0.00 31832 9325 0 0.00 2.22 90430.77 2005.90 1 in 11
Colorado 415037 668 0.16 26417 5828 2 0.03 1.40 72070.85 1012.03 1 in 14
Oklahoma 414780 508 0.12 38356 4061 20 0.49 0.98 104822.60 1026.29 1 in 10
Kentucky 390762 1241 0.32 40243 4318 27 0.63 1.11 87464.32 966.50 1 in 11
Maryland 372221 516 0.14 27601 7612 32 0.42 2.05 61568.09 1259.08 1 in 16
Utah 362347 591 0.16 23672 1797 1 0.06 0.50 113023.00 560.52 1 in 9
Iowa 330318 592 0.18 15316 5263 26 0.50 1.59 104694.35 1668.11 1 in 10
Washington 329746 1699 0.52 26264 4709 34 0.73 1.43 43302.78 618.39 1 in 23
Arkansas 313525 177 0.06 26338 5287 12 0.23 1.69 103891.05 1751.92 1 in 10
Kansas 289843 15 0.01 18265 4370 0 0.00 1.51 99489.10 1500.01 1 in 10
Nevada 289029 290 0.10 16176 4733 13 0.28 1.64 93835.83 1536.61 1 in 11
Mississippi 288714 734 0.25 22116 6501 37 0.57 2.25 97009.26 2184.37 1 in 10
Connecticut 270822 580 0.21 25923 7449 2 0.03 2.75 75960.79 2089.31 1 in 13
Nebraska 197447 119 0.06 9325 2004 1 0.05 1.01 102071.02 1035.98 1 in 10
New Mexico 181060 299 0.17 10764 3550 12 0.34 1.96 86349.44 1693.03 1 in 12
Idaho 167945 462 0.28 7353 1806 3 0.17 1.08 93715.91 1007.78 1 in 11
Oregon 150875 411 0.27 11520 2138 1 0.05 1.42 35771.55 506.91 1 in 28
West Virginia 128117 228 0.18 11139 2216 4 0.18 1.73 71688.00 1239.97 1 in 14
Rhode Island 122072 285 0.23 9676 2344 10 0.43 1.92 115231.73 2212.65 1 in 9
South Dakota 110593 217 0.20 3213 1844 0 0.00 1.67 125012.01 2084.42 1 in 8
North Dakota 98781 138 0.14 1775 1461 0 0.00 1.48 129623.31 1917.17 1 in 8
Puerto Rico 98317 480 0.49 6248 1924 4 0.21 1.96 30784.73 602.44 1 in 32
Montana 97666 127 0.13 5506 1331 3 0.23 1.36 91381.00 1245.35 1 in 11
Delaware 83369 130 0.16 7879 1291 8 0.62 1.55 85615.20 1325.78 1 in 12
New Hampshire 71215 198 0.28 8043 1136 1 0.09 1.60 52375.10 835.47 1 in 19
Alaska 56905 500 0.89 3418 287 5 1.77 0.50 77787.42 392.32 1 in 13
Wyoming 53351 215 0.40 2199 662 15 2.32 1.24 92181.72 1143.83 1 in 11
Maine 42773 96 0.22 5063 651 2 0.31 1.52 31820.13 484.30 1 in 31
District of Columbia 39131 130 0.33 3431 982 2 0.20 2.51 55446.06 1391.43 1 in 18
Hawaii 27105 16 0.06 1547 425 0 0.00 1.57 19143.68 300.17 1 in 52
Vermont 13917 55 0.40 2632 191 1 0.53 1.37 22303.28 306.10 1 in 45

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 46227725 3499871 7.57 5216955 264826 5.08 1169960.1
2 Texas 18810731 2570958 13.67 2072573 280337 13.53 648738.0
3 Florida 20666077 1837285 8.89 2099808 169522 8.07 962209.2
4 New York 35353848 1553117 4.39 4428360 194410 4.39 1817345.8
5 Illinois 17270877 1164922 6.75 1717558 56492 3.29 1362935.7
6 Georgia 6895381 969702 14.06 623836 90481 14.50 649440.2
7 Ohio 9654714 943291 9.77 803978 70373 8.75 825958.7
8 Pennsylvania 9910886 901876 9.10 5518540 85115 1.54 774167.7
9 North Carolina 9788733 826340 8.44 1180796 98917 8.38 933319.5
10 Arizona 3642794 799740 21.95 263747 67097 25.44 478377.6
11 Tennessee 6746930 759523 11.26 433964 47117 10.86 987378.6
12 New Jersey 10084780 751065 7.45 832959 79284 9.52 1135393.4
13 Indiana 7593841 650530 8.57 806614 35584 4.41 1127984.8
14 Michigan 9908523 631532 6.37 737122 29364 3.98 992156.3
15 Wisconsin 6531839 608418 9.31 511300 24377 4.77 1121839.9
16 Massachusetts 15057893 560576 3.72 1961618 54393 2.77 2166758.3
17 Virginia 5633818 553308 9.82 554507 69982 12.62 660044.0
18 South Carolina 4718931 490453 10.39 670305 66786 9.96 916526.2
19 Missouri 4343306 488301 11.24 272045 22317 8.20 707675.3
20 Alabama 2235457 482488 21.58 137487 36579 26.61 455919.4
21 Minnesota 6611756 474621 7.18 530852 18131 3.42 1172373.7
22 Louisiana 5345798 420394 7.86 471886 31832 6.75 1149932.2
23 Colorado 5869369 415037 7.07 589506 26417 4.48 1019211.3
24 Oklahoma 3372385 414780 12.30 279253 38356 13.74 852264.3
25 Kentucky 3773578 390762 10.36 239458 40243 16.81 844640.6
26 Maryland 7495908 372221 4.97 711746 27601 3.88 1239878.4
27 Utah 2750915 362347 13.17 205902 23672 11.50 858063.3
28 Iowa 1290933 330318 25.59 52451 15316 29.20 409161.4
29 Washington 4896154 329746 6.73 471924 26264 5.57 642970.8
30 Arkansas 2589008 313525 12.11 220328 26338 11.95 857905.3
31 Kansas 1224232 289843 23.68 76595 18265 23.85 420219.7
32 Nevada 2626777 289029 11.00 189792 16176 8.52 852806.5
33 Mississippi 1682097 288714 17.16 121011 22116 18.28 565192.5
34 Connecticut 6332752 270822 4.28 755421 25923 3.43 1776225.0
35 Nebraska 2257793 197447 8.75 217006 9325 4.30 1167175.2
36 New Mexico 2556514 181060 7.08 294123 10764 3.66 1219228.6
37 Idaho 622353 167945 26.99 29706 7353 24.75 347282.6
38 Oregon 3384703 150875 4.46 303309 11520 3.80 802492.7
39 West Virginia 2097955 128117 6.11 217627 11139 5.12 1173912.9
40 Rhode Island 2790996 122072 4.37 359073 9676 2.69 2634603.3
41 South Dakota 414511 110593 26.68 16321 3213 19.69 468554.5
42 North Dakota 1381170 98781 7.15 52770 1775 3.36 1812411.6
44 Montana 1028286 97666 9.50 105330 5506 5.23 962113.7
45 Delaware 1327849 83369 6.28 135117 7879 5.83 1363625.1
46 New Hampshire 1370889 71215 5.19 155670 8043 5.17 1008220.9
47 Alaska 1605827 56905 3.54 145638 3418 2.35 2195117.2
48 Wyoming 614356 53351 8.68 4783 2199 45.98 1061505.7
49 Maine 1497287 42773 2.86 153629 5063 3.30 1113877.1
50 District of Columbia 1172768 39131 3.34 113086 3431 3.03 1661735.3
51 Hawaii 1039472 27105 2.61 90781 1547 1.70 734156.8
52 Vermont 977567 13917 1.42 118733 2632 2.22 1566641.4

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 6155169 565719 1696 0.30 9.19 3693 373 48673 27854 4.92
Veneto 4617095 322354 638 0.20 6.98 893 102 24253 9551 2.96
Campania 2693549 245017 1135 0.47 9.10 1284 106 68980 4039 1.65
Emilia-Romagna 3483700 238074 968 0.41 6.83 1975 175 37037 10182 4.28
Piemonte 2338854 234615 771 0.33 10.03 1900 141 12226 9182 3.91
Lazio 3752570 220959 894 0.41 5.89 2065 253 37261 5538 2.51
Sicilia 2157186 146701 625 0.43 6.80 1005 158 34480 3891 2.65
Toscana 2483037 144247 444 0.31 5.81 718 133 12311 4464 3.09
Puglia 1448475 136195 694 0.51 9.40 1324 156 39188 3655 2.68
Liguria 954434 74230 221 0.30 7.78 587 59 4960 3532 4.76
Friuli Venezia Giulia 1255791 72448 260 0.36 5.77 396 60 9471 2715 3.75
Marche 763152 61213 277 0.45 8.02 535 80 8005 2120 3.46
P.A. Bolzano 623502 49348 564 1.16 7.91 254 39 7949 951 1.93
Abruzzo 862998 48791 493 1.02 5.65 535 64 12304 1582 3.24
Umbria 741016 41301 233 0.57 5.57 463 84 8285 922 2.23
Sardegna 707233 40329 66 0.16 5.70 311 24 13826 1079 2.68
Calabria 557425 35685 121 0.34 6.40 197 20 6660 650 1.82
P.A. Trento 571258 30552 195 0.64 5.35 168 27 2717 1183 3.87
Basilicata 230455 14360 80 0.56 6.23 72 7 3460 354 2.47
Molise 150753 9531 7 0.07 6.32 80 11 1514 314 3.29
Valle d’Aosta 74226 7922 4 0.05 10.67 8 2 126 413 5.21

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 292735 1284 0.44 6716 37 0.55 2.29 19897.94 456.50 1 in 50
Quebec 278187 669 0.24 10246 17 0.17 3.68 32583.46 1200.09 1 in 31
Alberta 129338 263 0.20 1791 9 0.51 1.38 29307.44 405.83 1 in 34
British Columbia 74283 1533 2.11 1314 26 2.02 1.77 14534.18 257.10 1 in 69
Manitoba 30932 166 0.54 875 4 0.46 2.83 22454.90 635.20 1 in 45
Saskatchewan 26829 279 1.05 357 3 0.85 1.33 22704.39 302.12 1 in 44
Nova Scotia 1597 3 0.19 65 0 0.00 4.07 1633.83 66.50 1 in 612
New Brunswick 1404 3 0.21 24 1 4.35 1.71 1800.02 30.77 1 in 556
Newfoundland and Labrador 711 7 0.99 4 0 0.00 0.56 1363.73 7.67 1 in 733
Nunavut 323 12 3.86 1 0 0.00 0.31 NA NA 1 in NA
Prince Edward Island 114 0 0.00 0 0 NaN 0.00 720.80 0.00 1 in 1387
Yukon 72 0 0.00 1 0 0.00 1.39 1752.76 24.34 1 in 571
Northwest Territories 43 0 0.00 0 0 NaN 0.00 957.60 0.00 1 in 1044
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 84830.76 1491.69 1 in 12
India 8168.27 116.44 1 in 122
Brazil 47405.55 1151.17 1 in 21
United Kingdom 61263.28 1782.38 1 in 16
Russia 28052.15 551.27 1 in 36
France 52969.88 1238.41 1 in 19
Spain 66359.69 1414.04 1 in 15
Italy 45297.47 1557.06 1 in 22
Turkey 32199.41 342.19 1 in 31
Germany 28418.48 795.13 1 in 35
Colombia 44886.86 1180.95 1 in 22
Argentina 45924.10 1139.19 1 in 22
Mexico 15515.29 1362.12 1 in 64
Poland 42039.84 1080.25 1 in 24
Iran 18901.36 728.40 1 in 53
South Africa 26342.01 851.78 1 in 38
Ukraine NA NA 1 in NA
Peru 38498.63 1364.00 1 in 26
Indonesia 4674.09 127.26 1 in 214
Czechia 103253.90 1730.52 1 in 10

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1169688 19216 1.64
Maricopa Arizona 499865 8505 1.70
Cook Illinois 466870 9183 1.97
Miami-Dade Florida 395828 5207 1.32
Harris Texas 338284 4760 1.41
Riverside California 286590 3558 1.24
San Bernardino California 282494 2418 0.86
Dallas Texas 275400 3207 1.16
Orange California 257589 3617 1.40
San Diego California 253641 3042 1.20
Tarrant Texas 235964 2625 1.11
Clark Nevada 222916 3658 1.64
Queens New York 196889 8503 4.32
Kings New York 194965 8799 4.51
Bexar Texas 187746 2690 1.43
Broward Florida 186063 2275 1.22
Suffolk New York 155149 2977 1.92
Nassau New York 140686 2830 2.01
Salt Lake Utah 135691 717 0.53
Bronx New York 133786 5672 4.24
El Paso Texas 119997 2257 1.88
Palm Beach Florida 115145 2355 2.05
Philadelphia Pennsylvania 115018 3016 2.62
Orange Florida 110124 1054 0.96
Franklin Ohio 109415 1169 1.07
Middlesex Massachusetts 108172 3336 3.08
Santa Clara California 107769 1669 1.55
Pima Arizona 107213 2075 1.94
Hillsborough Florida 106996 1418 1.33
Milwaukee Wisconsin 105835 1250 1.18
Westchester New York 102197 2031 1.99
Kern California 100586 687 0.68
Wayne Michigan 99697 4085 4.10
Hennepin Minnesota 98486 1569 1.59
New York New York 95669 3769 3.94
Mecklenburg North Carolina 93325 816 0.87
Fresno California 93231 1341 1.44
Cuyahoga Ohio 93069 1640 1.76
Sacramento California 91091 1382 1.52
Marion Indiana 89406 1612 1.80
Gwinnett Georgia 89010 886 1.00
Utah Utah 88018 307 0.35
St. Louis Missouri 86694 1852 2.14
Duval Florida 86562 1047 1.21
Shelby Tennessee 85775 1433 1.67
Fulton Georgia 82276 1065 1.29
King Washington 82022 1321 1.61
Essex Massachusetts 81390 2087 2.56
Collin Texas 80441 684 0.85
Davidson Tennessee 79851 814 1.02
Oklahoma Oklahoma 79138 676 0.85
Alameda California 78883 1122 1.42
Providence Rhode Island 78666 1674 2.13
Fairfield Connecticut 77457 2000 2.58
Ventura California 75889 751 0.99
Suffolk Massachusetts 75743 1654 2.18
DuPage Illinois 75140 1159 1.54
Allegheny Pennsylvania 73598 1647 2.24
Travis Texas 73538 805 1.09
Oakland Michigan 73116 1955 2.67
Bergen New Jersey 73077 2555 3.50
Hidalgo Texas 71592 2558 3.57
Wake North Carolina 71580 512 0.72
Hamilton Ohio 71245 913 1.28
Prince George’s Maryland 71216 1292 1.81
Jefferson Kentucky 70578 761 1.08
Essex New Jersey 70092 2609 3.72
Jefferson Alabama 69747 1308 1.88
Middlesex New Jersey 69260 2031 2.93
Tulsa Oklahoma 68882 654 0.95
New Haven Connecticut 68593 1873 2.73
Hartford Connecticut 68055 2236 3.29
Cobb Georgia 66980 854 1.28
Hudson New Jersey 65642 1951 2.97
San Joaquin California 65359 1018 1.56
Fairfax Virginia 64154 830 1.29
Pinellas Florida 63568 1384 2.18
Will Illinois 63558 874 1.38
Worcester Massachusetts 63240 1961 3.10
Douglas Nebraska 62882 603 0.96
Erie New York 62208 1554 2.50
Montgomery Maryland 61835 1382 2.23
Greenville South Carolina 61269 813 1.33
Contra Costa California 60834 622 1.02
Denton Texas 60167 594 0.99
Lake Illinois 58174 908 1.56
Denver Colorado 57911 750 1.30
Macomb Michigan 57577 1932 3.36
Lee Florida 55830 861 1.54
Ocean New Jersey 55286 1763 3.19
Fort Bend Texas 55272 530 0.96
Polk Florida 54829 1077 1.96
Passaic New Jersey 54732 1643 3.00
DeKalb Georgia 54691 754 1.38
Stanislaus California 54484 905 1.66
Union New Jersey 54378 1717 3.16
Bristol Massachusetts 54112 1448 2.68
Richmond New York 53879 1529 2.84
Monmouth New Jersey 53604 1350 2.52
Sedgwick Kansas 52633 635 1.21

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc